{"id":"W1978573834","doi":"10.1097/icu.0b013e3283622a59","title":"Topography-guided laser refractive surgery","year":2013,"lang":"en","type":"review","venue":"Current Opinion in Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; University of British Columbia","funders":"","keywords":"Keratoconus; Keratomileusis; Refractive surgery; Corneal topography; Medicine; Ablation; Astigmatism; Photorefractive keratectomy; Laser; Ectasia; Ophthalmology; Laser surgery; Optics; Cornea; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004586238,0.0006034128,0.002998673,0.001165898,0.0000516828,0.00001908902,0.000179525,0.0006432664,0.002143817],"category_scores_gemma":[0.0004789391,0.0004998607,0.001195917,0.0009647331,0.0001692097,0.0001043672,0.0001274515,0.001072764,0.000621887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568217,"about_ca_system_score_gemma":0.0006205409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007917545,"about_ca_topic_score_gemma":2.796995e-7,"domain_scores_codex":[0.9965683,0.0005244202,0.001246142,0.0007973764,0.0002425179,0.0006212466],"domain_scores_gemma":[0.9970589,0.001439998,0.0005182405,0.0006301935,0.0001097946,0.0002429221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003909762,0.0005690306,0.006120808,0.0255366,0.0001215437,0.0000942626,0.00002033614,2.127866e-7,2.940098e-8,0.00007160269,0.04859626,0.9188302],"study_design_scores_gemma":[0.0002626296,0.00007433956,0.001195108,0.01590201,0.0001422722,0.002527175,0.00001535789,0.000001094564,1.306674e-7,0.000187356,0.9792646,0.0004279056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004537319,0.9825911,0.000002478636,0.00007382128,0.01271346,0.001373299,0.00003167074,0.00005467761,0.00270579],"genre_scores_gemma":[0.0001075965,0.9969528,0.00001788222,0.00001590698,0.0006851895,0.0007427493,0.001102245,0.00006694685,0.0003086934],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9306684,"threshold_uncertainty_score":0.9997453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2988156459935897,"score_gpt":0.4671365517125827,"score_spread":0.168320905718993,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}